WO2015006631A3 - Active labeling for computer-human interactive learning - Google Patents

Active labeling for computer-human interactive learning Download PDF

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Publication number
WO2015006631A3
WO2015006631A3 PCT/US2014/046257 US2014046257W WO2015006631A3 WO 2015006631 A3 WO2015006631 A3 WO 2015006631A3 US 2014046257 W US2014046257 W US 2014046257W WO 2015006631 A3 WO2015006631 A3 WO 2015006631A3
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WO
WIPO (PCT)
Prior art keywords
classifiers
data
schematizers
items
computer
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PCT/US2014/046257
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French (fr)
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WO2015006631A2 (en
Inventor
Patrice Y. Simard
David Max Chickering
Aparna Lakshmiratan
Denis X. Charles
Leon Bottou
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Microsoft Corporation
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Publication of WO2015006631A2 publication Critical patent/WO2015006631A2/en
Publication of WO2015006631A3 publication Critical patent/WO2015006631A3/en

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    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/20—Natural language analysis
    • G06F40/237—Lexical tools
    • G06F40/242—Dictionaries
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/90—Details of database functions independent of the retrieved data types
    • G06F16/95—Retrieval from the web
    • G06F16/951—Indexing; Web crawling techniques
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/01—Input arrangements or combined input and output arrangements for interaction between user and computer
    • G06F3/048—Interaction techniques based on graphical user interfaces [GUI]
    • G06F3/0481—Interaction techniques based on graphical user interfaces [GUI] based on specific properties of the displayed interaction object or a metaphor-based environment, e.g. interaction with desktop elements like windows or icons, or assisted by a cursor's changing behaviour or appearance
    • G06F3/0482—Interaction with lists of selectable items, e.g. menus
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F40/00—Handling natural language data
    • G06F40/30—Semantic analysis
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING; CALCULATING OR COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N7/00—Computing arrangements based on specific mathematical models
    • G06N7/01—Probabilistic graphical models, e.g. probabilistic networks
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00—Arrangements for detecting or preventing errors in the information received
    • H04L1/0078—Avoidance of errors by organising the transmitted data in a format specifically designed to deal with errors, e.g. location
    • H04L1/0079—Formats for control data
    • H—ELECTRICITY
    • H04—ELECTRIC COMMUNICATION TECHNIQUE
    • H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L1/00—Arrangements for detecting or preventing errors in the information received
    • H04L1/004—Arrangements for detecting or preventing errors in the information received by using forward error control
    • H04L1/0072—Error control for data other than payload data, e.g. control data

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Artificial Intelligence (AREA)
  • Software Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Databases & Information Systems (AREA)
  • General Health & Medical Sciences (AREA)
  • Health & Medical Sciences (AREA)
  • Audiology, Speech & Language Pathology (AREA)
  • Computational Linguistics (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Human Computer Interaction (AREA)
  • Signal Processing (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Mathematical Optimization (AREA)
  • Mathematical Analysis (AREA)
  • Computational Mathematics (AREA)
  • Algebra (AREA)
  • Probability & Statistics with Applications (AREA)
  • Pure & Applied Mathematics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Machine Translation (AREA)
  • Image Analysis (AREA)

Abstract

A collection of data that is extremely large can be difficult to search and/or analyze. Relevance may be dramatically improved by automatically classifying queries and web pages in useful categories, and using these classification scores as relevance features. A thorough approach may require building a large number of classifiers, corresponding to the various types of information, activities, and products. Creation of classifiers and schematizers is provided on large data sets. Exercising the classifiers and schematizers on hundreds of millions of items may expose value that is inherent to the data by adding usable meta-data. Some aspects include active labeling exploration, automatic regularization and cold start, scaling with the number of items and the number of classifiers, active featuring, and segmentation and schematization.
PCT/US2014/046257 2013-07-12 2014-07-11 Active labeling for computer-human interactive learning WO2015006631A2 (en)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201361845844P 2013-07-12 2013-07-12
US61/845,844 2013-07-12
US14/075,690 US9582490B2 (en) 2013-07-12 2013-11-08 Active labeling for computer-human interactive learning
US14/075,690 2013-11-08

Publications (2)

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WO2015006631A2 WO2015006631A2 (en) 2015-01-15
WO2015006631A3 true WO2015006631A3 (en) 2015-03-26

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Family Applications (5)

Application Number Title Priority Date Filing Date
PCT/US2014/045639 WO2015006254A2 (en) 2013-07-12 2014-07-08 Interactive segment extraction in computer-human interactive learning
PCT/US2014/045638 WO2015006253A1 (en) 2013-07-12 2014-07-08 Active featuring in computer-human interactive learning
PCT/US2014/046258 WO2015006632A2 (en) 2013-07-12 2014-07-11 Feature completion in computer-human interactive learning
PCT/US2014/046257 WO2015006631A2 (en) 2013-07-12 2014-07-11 Active labeling for computer-human interactive learning
PCT/US2014/046256 WO2015006630A2 (en) 2013-07-12 2014-07-11 Interactive concept editing in computer-human interactive learning

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Application Number Title Priority Date Filing Date
PCT/US2014/045639 WO2015006254A2 (en) 2013-07-12 2014-07-08 Interactive segment extraction in computer-human interactive learning
PCT/US2014/045638 WO2015006253A1 (en) 2013-07-12 2014-07-08 Active featuring in computer-human interactive learning
PCT/US2014/046258 WO2015006632A2 (en) 2013-07-12 2014-07-11 Feature completion in computer-human interactive learning

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PCT/US2014/046256 WO2015006630A2 (en) 2013-07-12 2014-07-11 Interactive concept editing in computer-human interactive learning

Country Status (5)

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US (9) US9430460B2 (en)
EP (5) EP3020005B1 (en)
KR (1) KR102271781B1 (en)
CN (4) CN105393264B (en)
WO (5) WO2015006254A2 (en)

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* Cited by examiner, † Cited by third party
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